Educational inequalities in suicide in a middle-income country: A socioeconomic approach of mental health

Exploring risk factors and their differences on suicidal ideation and suicide attempts among depressed adolescents based on decision tree model

BACKGROUND

Suicide has been recognized as a major global public health issue. Depressed adolescents are more prone to experiencing it. We explore risk factors and their differences on suicidal ideation and suicide attempts to further enhance our understanding of suicidal behavior.

METHODS

2343 depressed adolescents aged 12-18 from 9 provinces/cities in China participated in this cross-sectional study. We utilized decision tree model, incorporating 32 factors encompassing participants' suicidal behavior. The feature importance of each factor was measured using Gini coefficients.

RESULTS

The decision tree model demonstrated a good fit with high accuracy (SI = 0.86, SA = 0.85 and F-Score (SI = 0.85, SA = 0.83). The predictive importance of each factor varied between groups with suicidal ideation and with suicide attempts. The most significant risk factor in both groups was depression (SI = 16.7 %, SA = 19.8 %). However, factors such as academic stress (SI = 7.2 %, SA = 1.6 %), hopelessness (SI = 9.1 %, SA = 5.0 %), and age (SI = 7.1 %, SA = 3.2 %) were more closely associated with suicidal ideation than suicide attempts. Factors related to the schooling status (SI = 3.5 %, SA = 10.1 %), total years of education (SI = 2.6 %, SA = 8.6 %), and loneliness (SI = 2.3 %, SA = 7.4 %) were relatively more important in the suicide attempt stage compared to suicidal ideation.

LIMITATIONS

The cross-sectional design limited the ability to capture changes in suicidal behavior among depressed adolescents over time. Possible bias may exist in the measurement of suicidal ideation.

CONCLUSION

The relative importance of each risk factor for suicidal ideation and attempted suicide varies. These findings provide further empirical evidence for understanding suicide behavior. Targeted treatment measures should be taken for different stages of suicide in clinical interventions.

Suicides in Turkey: 25-year trend (1995-2019)

The assessment of national suicide risks is considered critical in many countries for the establishment of suicide prevention initiatives aimed at considerably lowering suicide rates. The aim of this study is to identify at-risk suicide populations by reviewing the suicides in Turkey over a 25-year period. The Turkish Statistical Institute's suicide statistics for 1995-2019 in Turkey was retrospectively reviewed in current article. The data collected in the study was statistically analyzed using the MINITAB vn 14 software. Between 1995 and 2019, the total number of suicides in Turkey was 66,819, and suicide rates, especially in males, showed an increasing trend in this period. Males comprised 68.3% of the total cases, and most (27.2%) were aged 15-24 years. Suicides mostly occurred between May and July (27.7%), of individuals with a primary school level of education (51.7%) and who were married (6.0 per 100,000). Illness was most important risk factor for suicide (36.8%) and hanging (47.5%) was the leading suicide method in all age groups and in both genders. Despite the fact that Turkey's suicide rate is lower than many other countries, the growth in male suicide rates is concerning. Suicides are likely to become a severe problem in Turkey in the near future unless measures like education, psychiatric evaluations, the reactivation of psychological counseling service phone lines, and the establishment of youth counseling centers, as described in this paper, are taken.

Low Perceived Social Rank Increases the Impact of Mental Health Symptoms on Suicidal Ideation: Evidence among Young Adults from the Philippines

Studies on social factors that could influence the mental health-suicidal ideation link remain scarce, especially in non-Western contexts. This study examined the relationship between mental health symptoms (i.e., depression, anxiety, and stress) and suicidal ideation and whether one's perceived social rank moderates such a relationship. Data from 631 students from two universities in the Philippines collected between October to December 2018 was analyzed. Bivariate correlations show that greater symptoms of depression, anxiety, and stress are associated with increased suicidal ideation. Hierarchical linear regression models supported the direct relationship between mental health symptoms and suicidal ideation and demonstrated that perceived social rank significantly moderated such a relationship. Johnson-Neyman plots and simple slopes analyses further illustrate how mental health symptoms and perceived social rank interact to impact suicidal ideation. The results show that as one's perceived social rank lowers, the strength of the positive association between depression, anxiety, and stress symptoms to suicidal ideation strengthens. The results held while controlling for age, gender, college year level, and family income. The findings are discussed using the social rank theory and the Integrated Motivational-Volitional (IMV) model of suicide to view suicidal ideation from both an individual and a social perspective. We expound on the role of low perceived social rank on suicidal ideation among young adults.HIGHLIGHTSHigher depression, anxiety, and stress symptoms are associated with higher suicidal ideation.Perceived social rank moderates the link between mental health symptoms and suicidal ideation.One's perception of being inferior to others can exacerbate suicidal ideation.